| Presentation | 1993/9/22 Generalization of the Layered Neural Network in Thread-Button Problem Makoto Ishihara, Satoru Kishida, Heizo Tokutaka, Kikuo Fujimura, Hiroshi Ohga, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We applied the back-propagation method in the layered neural network into the problem selecting the buttons fit to the threads or cloths of suits.The learning parameters of the network in this study were optimized and the generalization of the neural network was discussed.From the results,we found that there was the optimum hidden unit for obtaining the maximum recognition rate,and that the limitation of the weight between input-hidden layers was not effective for the improvement of the recognition rates for the test patterns,but effective for the decrease of the square error of the network.In addition,the decrease of the output units improved the recognition rate for the learning pattern,but not for test patterns. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Layered neural network / Generalization / Limitation of the weight / Decrease of the output units |
| Paper # | NC93-41 |
| Date of Issue |
| Conference Information | |
| Committee | NC |
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| Conference Date | 1993/9/22(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
| Vice Chair | |
| Secretary | |
| Assistant | |
| Paper Information | |
| Registration To | Neurocomputing (NC) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Generalization of the Layered Neural Network in Thread-Button Problem |
| Sub Title (in English) | |
| Keyword(1) | Layered neural network |
| Keyword(2) | Generalization |
| Keyword(3) | Limitation of the weight |
| Keyword(4) | Decrease of the output units |
| 1st Author's Name | Makoto Ishihara |
| 1st Author's Affiliation | Department of Electrical and Electronic Engineering,Faculty of Engineering,Tottori University() |
| 2nd Author's Name | Satoru Kishida |
| 2nd Author's Affiliation | Department of Electrical and Electronic Engineering,Faculty of Engineering,Tottori University |
| 3rd Author's Name | Heizo Tokutaka |
| 3rd Author's Affiliation | Department of Electrical and Electronic Engineering,Faculty of Engineering,Tottori University |
| 4th Author's Name | Kikuo Fujimura |
| 4th Author's Affiliation | Department of Electrical and Electronic Engineering,Faculty of Engineering,Tottori University |
| 5th Author's Name | Hiroshi Ohga |
| 5th Author's Affiliation | Department of Electrical and Electronic Engineering,Faculty of Engineering,Tottori University |
| Date | 1993/9/22 |
| Paper # | NC93-41 |
| Volume (vol) | vol.93 |
| Number (no) | 247 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |